Image Classification

Image Classification is a fundamental task in vision recognition that aims to understand and categorize an image as a whole under a specific label. Unlike object detection, which involves classification and location of multiple objects within an image, image classification typically pertains to single-object images. When the classification becomes highly detailed or reaches instance-level, it is often referred to as image retrieval, which also involves finding similar images in a large database.

Source: Metamorphic Testing for Object Detection Systems

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 2241–2250 of 10420 papers

Title	Date	Tasks	Status	Hype
Visual Genome: Connecting Language and Vision Using Crowdsourced Dense Image Annotations	Feb 23, 2016	image-classificationImage Classification	CodeCode Available	1
"Why Should I Trust You?": Explaining the Predictions of Any Classifier	Feb 16, 2016	Image Attributionimage-classification	CodeCode Available	1
Rethinking the Inception Architecture for Computer Vision	Dec 2, 2015	Computational EfficiencyImage Classification	CodeCode Available	1
All you need is a good init	Nov 19, 2015	AllImage Classification	CodeCode Available	1
How Important is Weight Symmetry in Backpropagation?	Oct 17, 2015	Handwritten Digit RecognitionImage Classification	CodeCode Available	1
Evaluating the visualization of what a Deep Neural Network has learned	Sep 21, 2015	ClassificationGeneral Classification	CodeCode Available	1
Training Very Deep Networks	Jul 22, 2015	Image Classification	CodeCode Available	1
Domain-Adversarial Training of Neural Networks	May 28, 2015	Domain AdaptationDomain Generalization	CodeCode Available	1
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift	Feb 11, 2015	General Classificationimage-classification	CodeCode Available	1
Deep Roto-Translation Scattering for Object Classification	Dec 30, 2014	ClassificationDictionary Learning	CodeCode Available	1

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All datasets ImageNet CIFAR-10 CIFAR-100 STL-10 ObjectNet MNIST SVHN iNaturalist 2018 ImageNet ReaL Flowers-102 Clothing1M mini WebVision 1.0

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	CoCa (finetuned)	Top 1 Accuracy	91	—	Unverified
2	Model soups (BASIC-L)	Top 1 Accuracy	90.98	—	Unverified
3	Model soups (ViT-G/14)	Top 1 Accuracy	90.94	—	Unverified
4	DaViT-G	Top 1 Accuracy	90.4	—	Unverified
5	DaViT-H	Top 1 Accuracy	90.2	—	Unverified
6	Meta Pseudo Labels (EfficientNet-L2)	Top 1 Accuracy	90.2	—	Unverified
7	SwinV2-G	Top 1 Accuracy	90.17	—	Unverified
8	MAWS (ViT-6.5B)	Top 1 Accuracy	90.1	—	Unverified
9	Florence-CoSwin-H	Top 1 Accuracy	90.05	—	Unverified
10	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified